{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import json\n",
    "eval_filename = './evaluation/KPGroupingbest.json'\n",
    "with open(eval_filename) as f:\n",
    "    data = json.load(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "from PIL import Image\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.patches as patches\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "#bar\n",
    "#filename = \"d6b85eb627a6f1369811169e8cf42335_d3d3LmV4Y2VsLWRvd25sb2Fkcy5jb20JOTEuMTIxLjMzLjM2.xls-0-0.png\"\n",
    "#filename = \"c4c0627d16eb05af88880a92faec6aaa_amFyY2hpdmVzLmNvbQkxOTIuMTg1Ljk4LjE5OA==-5-0.png\"\n",
    "# c4a4e9e26218c55f620920c6e1f4269e_dzMuZGdlZWMubWVjLnB0CTIxMi41NS4xNDMuMzY=-0-0.png\n",
    "# line\n",
    "#filename = \"fa8527e1883a153f7101c6882c7ba16e_d3d3LmhwYy5nby50aAkxMjIuMTU0LjczLjI2-2-0.png\"\n",
    "#filename=\"fa485fd5f0f2d78100af17e513423fb5_d3d3Lm1hcGFtYS5nb2IuZXMJMTA0LjgwLjg4Ljk4-13-0.png\"\n",
    "# pie\n",
    "#filename=\"fa57abac8df7a30bd2b13719ae20a7de_ZWRnZS5yaXQuZWR1CTEyOS4yMS4xOTguMTYz-0-0.png\"\n",
    "#filename=\"fa3332da7828168794bf7e6b84ca9537_c3RhdGxpbmtzLm9lY2Rjb2RlLm9yZwk5Mi4yNDMuMjMuMTM3.XLS-0-1.png\"\n",
    "#filename = \"fb2ebd179d2715f604e18d2aa0ed08f2_d3d3LnN0YXRpc3RpcXVlcy5kZXZlbG9wcGVtZW50LWR1cmFibGUuZ291di5mcgkzNy4yMzUuODkuMTA3.xls-0-0.png\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "data": {
      "text/plain": [
       "(-0.5, 896.5, 329.5, -0.5)"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1920x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "filename = \"c4a4e9e26218c55f620920c6e1f4269e_dzMuZGdlZWMubWVjLnB0CTIxMi41NS4xNDMuMzY=-0-0.png\"\n",
    "thres = 0.4\n",
    "img_dir = './data/EC400K_ChartLLM/clsdata(1031)/cls/images/val2019/'\n",
    "im = np.array(Image.open(img_dir+filename), dtype=np.uint8)\n",
    "fig, ax = plt.subplots(1, dpi=300)\n",
    "ax.imshow(im)\n",
    "key_point_color = 'skyblue'  # 关键点颜色，天蓝色\n",
    "center_point_color = 'coral'  # 中心点颜色，珊瑚色\n",
    "group_line_color = 'lightgrey'\n",
    "text_color = 'black'\n",
    "chart_type = \"pie\"\n",
    "show_text = True\n",
    "print(data[filename])\n",
    "with open(filename + \"-validation.json\", \"w\") as f:\n",
    "    json.dump(data[filename], f)\n",
    "if 'Group' in eval_filename:\n",
    "    groups = data[filename][2]\n",
    "    for group in groups:\n",
    "        cen_in_group = group[0:2]\n",
    "        for k in range(1, len(group[:-1])//2):\n",
    "            key_in_group = group[2*k:2*k+2]\n",
    "            ax.plot([cen_in_group[0], key_in_group[0]], [cen_in_group[1], key_in_group[1]], color=group_line_color, linewidth=0.8)\n",
    "\n",
    "\n",
    "if sum(1 for k in data[filename][1]['0'] if k[0] > thres) >= 3:\n",
    "    chart_type = \"vbar_categorical\"\n",
    "    keys = data[filename][0]['0']\n",
    "    cens = data[filename][1]['0']\n",
    "    for bbox in keys:\n",
    "        if bbox[0] > thres:\n",
    "            circle = patches.Circle((bbox[2], bbox[3]), radius=3, color=key_point_color)\n",
    "            ax.add_patch(circle)\n",
    "            if(show_text):\n",
    "                ax.text(bbox[2], bbox[3]-5, f'{bbox[0]:.2f}', ha='center', va='top', fontsize=4, color=text_color)\n",
    "    for bbox in cens:\n",
    "        if bbox[0] > thres:\n",
    "            circle = patches.Circle((bbox[2], bbox[3]), radius=3, color=center_point_color)\n",
    "            ax.add_patch(circle)\n",
    "            if(show_text):\n",
    "                ax.text(bbox[2], bbox[3]-5, f'{bbox[0]:.2f}', ha='center', va='top', fontsize=4, color=text_color)\n",
    "elif sum(1 for k in data[filename][1]['2'] if k[0] > thres) >= 3:\n",
    "    chart_type = \"pie\"\n",
    "    keys = data[filename][0]['2']\n",
    "    cens = data[filename][1]['2']\n",
    "    for bbox in keys:\n",
    "        if bbox[0] > thres:\n",
    "            circle = patches.Circle((bbox[2], bbox[3]), radius=3, color=key_point_color)\n",
    "            ax.add_patch(circle)\n",
    "            if(show_text):\n",
    "                ax.text(bbox[2], bbox[3]-5, f'{bbox[0]:.2f}', ha='center', va='top', fontsize=4, color=text_color)\n",
    "    for bbox in cens:\n",
    "        if bbox[0] > thres:\n",
    "            circle = patches.Circle((bbox[2], bbox[3]), radius=3, color=center_point_color)\n",
    "            ax.add_patch(circle)\n",
    "            if(show_text):\n",
    "                ax.text(bbox[2], bbox[3]-5, f'{bbox[0]:.2f}', ha='center', va='top', fontsize=4, color=text_color)\n",
    "else:\n",
    "    chart_type = \"line\"\n",
    "    keys = data[filename][0]['1']\n",
    "    cens = data[filename][1]['1']\n",
    "    for bbox in keys:\n",
    "        if bbox[0] > thres:\n",
    "            circle = patches.Circle((bbox[2], bbox[3]), radius=3, color=key_point_color)\n",
    "            ax.add_patch(circle)\n",
    "            if(show_text):\n",
    "                ax.text(bbox[2], bbox[3]-5, f'{bbox[0]:.2f}', ha='center', va='top', fontsize=4, color=text_color)\n",
    "    for bbox in cens:\n",
    "        if bbox[0] > thres:\n",
    "            circle = patches.Circle((bbox[2], bbox[3]), radius=3, color=center_point_color)\n",
    "            ax.add_patch(circle)\n",
    "            if(show_text):\n",
    "                ax.text(bbox[2], bbox[3]-5, f'{bbox[0]:.2f}', ha='center', va='top', fontsize=4, color=text_color)\n",
    "plt.axis('off') # Hide axes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'vbar_categorical'"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "chart_type"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "ChartReader",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
